{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hikyuu 交互式工具示例\n",
    "=============="
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1、引入交互式工具\n",
    "-----------------\n",
    "需从hikyuu.interactive.interactive引入，而不是直接从hikyuu库中引入（hikyuu是一个库，可用于编制其他的工具，而hikyuu.interactive.interactive是基于hikyuu库实现的交互式探索工具）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 0 ns\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "%time from hikyuu.interactive.interactive import *\n",
    "#use_draw_engine('echarts') #use_draw_engine('matplotlib')  #默认为'matplotlib'绘图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2、创建交易系统并运行\n",
    "--------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#创建模拟交易账户进行回测，初始资金30万\n",
    "my_tm = crtTM(initCash = 300000)\n",
    "\n",
    "#创建信号指示器（以5日EMA为快线，5日EMA自身的10日EMA最为慢线，快线向上穿越慢线时买入，反之卖出）\n",
    "my_sg = SG_Flex(EMA(n=5), slow_n=10)\n",
    "\n",
    "#固定每次买入1000股\n",
    "my_mm = MM_FixedCount(1000)\n",
    "\n",
    "#创建交易系统并运行\n",
    "sys = SYS_Simple(tm = my_tm, sg = my_sg, mm = my_mm)\n",
    "sys.run(sm['sz000001'], Query(-150))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3、绘制曲线观察\n",
    "---------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制系统信号\n",
    "sys.plot()\n",
    "\n",
    "k = sm['sz000001'].getKData(Query(-150))\n",
    "c = CLOSE(k)\n",
    "fast = EMA(c, 5)\n",
    "slow = EMA(fast, 10)\n",
    "\n",
    "#绘制信号指示器使用两个指标\n",
    "fast.plot(new=False)\n",
    "slow.plot(new=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4、绘制资金收益曲线\n",
    "---------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制资金收益曲线\n",
    "x = my_tm.getProfitCurve(k.getDatetimeList(), KQuery.DAY)\n",
    "x = PRICELIST(x)\n",
    "x.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "5、回测统计报告\n",
    "----------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "帐户初始金额: 300000.00\n",
      "累计投入本金: 300000.00\n",
      "累计投入资产: 0.00\n",
      "累计借入现金: 0.00\n",
      "累计借入资产: 0.00\n",
      "累计红利: 0.00\n",
      "现金余额: 302280.00\n",
      "未平仓头寸净值: 0.00\n",
      "当前总资产: 302280.00\n",
      "已平仓交易总成本: 0.00\n",
      "已平仓净利润总额: 2280.00\n",
      "单笔交易最大占用现金比例%: 3.60\n",
      "交易平均占用现金比例%: 3.37\n",
      "已平仓帐户收益率%: 0.76\n",
      "帐户年复合收益率%: 1.28\n",
      "帐户平均年收益率%: 1.28\n",
      "赢利交易赢利总额: 3120.00\n",
      "亏损交易亏损总额: -840.00\n",
      "已平仓交易总数: 5.00\n",
      "赢利交易数: 2.00\n",
      "亏损交易数: 3.00\n",
      "赢利交易比例%: 40.00\n",
      "赢利期望值: 456.00\n",
      "赢利交易平均赢利: 1560.00\n",
      "亏损交易平均亏损: -280.00\n",
      "平均赢利/平均亏损比例: 5.57\n",
      "净赢利/亏损比例: 3.71\n",
      "最大单笔赢利: 2490.00\n",
      "最大单笔亏损: -350.00\n",
      "赢利交易平均持仓时间: 48.50\n",
      "赢利交易最大持仓时间: 76.00\n",
      "亏损交易平均持仓时间: 15.00\n",
      "亏损交易最大持仓时间: 22.00\n",
      "空仓总时间: 76.00\n",
      "空仓时间/总时间%: 34.00\n",
      "平均空仓时间: 15.00\n",
      "最长空仓时间: 32.00\n",
      "最大连续赢利笔数: 1.00\n",
      "最大连续亏损笔数: 3.00\n",
      "最大连续赢利金额: 2490.00\n",
      "最大连续亏损金额: -840.00\n",
      "R乘数期望值: 0.05\n",
      "交易机会频率/年: 8.41\n",
      "年度期望R乘数: 0.42\n",
      "赢利交易平均R乘数: 0.17\n",
      "亏损交易平均R乘数: -0.03\n",
      "最大单笔赢利R乘数: 0.26\n",
      "最大单笔亏损R乘数: -0.03\n",
      "最大连续赢利R乘数: 0.26\n",
      "最大连续亏损R乘数: -0.03\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#回测统计\n",
    "from datetime import datetime\n",
    "\n",
    "per = Performance()\n",
    "print(per.report(my_tm, Datetime(datetime.today())))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "6、关于性能\n",
    "---------------\n",
    "\n",
    "经常有人问到性能问题，下面这段的代码使用之前的系统示例，遍历指定板块的所有股票，计算他们的“盈利交易比例%”（即胜率）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def test_func(stock, query):\n",
    "    \"\"\"计算指定stock的系统策略胜率，系统策略为之前的简单双均线交叉系统（每次固定买入100股）\n",
    "    \"\"\"\n",
    "    #创建模拟交易账户进行回测，初始资金30万\n",
    "    my_tm = crtTM(initCash = 1000000)\n",
    "\n",
    "    #创建信号指示器（以5日EMA为快线，5日EMA自身的10日EMA最为慢线，快线向上穿越慢线时买入，反之卖出）\n",
    "    my_sg = SG_Flex(EMA(n=5), slow_n=10)\n",
    "\n",
    "    #固定每次买入1000股\n",
    "    my_mm = MM_FixedCount(100)\n",
    "\n",
    "    #创建交易系统并运行\n",
    "    sys = SYS_Simple(tm = my_tm, sg = my_sg, mm = my_mm)\n",
    "    sys.run(stock, query)\n",
    "    \n",
    "    per = Performance()\n",
    "    per.statistics(my_tm, Datetime(datetime.today()))\n",
    "    return per.get(\"赢利交易比例%\".encode('gb2312'))\n",
    "\n",
    "def total_func(blk, query):\n",
    "    \"\"\"遍历指定板块的所有的股票，计算系统胜率\"\"\"\n",
    "    result = {}\n",
    "    for s in blk:\n",
    "        if s.valid and s.type != constant.STOCKTYPE_INDEX:\n",
    "            result[s.name] = test_func(s, query)\n",
    "    return result"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "遍历所有当前有效且并非指数的证券。下面是我的机器执行结果，共计算4151支证券，最近500个交易日，共耗时2.89秒。机器配置：Intel i7-4700HQ 2.G。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2019-03-27 21:32:44.042] [info] KData is empty! [System::run]\n",
      "[2019-03-27 21:32:44.195] [info] KData is empty! [System::run]\n",
      "[2019-03-27 21:32:44.201] [info] KData is empty! [System::run]\n",
      "[2019-03-27 21:32:44.202] [info] KData is empty! [System::run]\n",
      "[2019-03-27 21:32:44.203] [info] KData is empty! [System::run]\n",
      "Wall time: 3.76 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "4490"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%time a = total_func(sm, Query(-500))\n",
    "len(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
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